{"id":12762,"date":"2026-08-10T10:49:58","date_gmt":"2026-08-10T10:49:58","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-causal-ai-video-edition-2025-2\/"},"modified":"2026-08-10T10:49:58","modified_gmt":"2026-08-10T10:49:58","slug":"oreilly-causal-ai-video-edition-2025-2","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-causal-ai-video-edition-2025-2\/","title":{"rendered":"Oreilly \u2013 Causal AI, Video Edition 2025-2"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Causal AI, Video Edition. This course teaches how to build AI models that can reliably make causal inferences. Causal AI provides the insight needed to predict and control outcomes based on causal relationships rather than just correlations, enabling precise and timely interventions. As a practical introduction, this course covers building models that can reason about causality. While traditional machine learning models are unable to answer causal questions such as \u201cWhy did that happen?\u201d or \u201cWhat factors need to change to change the outcome?\u201d, this course combines advanced statistical methods, computational techniques, and novel algorithms to create systems that automate the process of causal inference. This course introduces tools, techniques, and algorithms for causal reasoning for machine learning, skillfully combining Bayesian and probabilistic approaches with practical examples in Python. Author Robert Ozazuwa-Ness, a distinguished researcher at Microsoft Research, shares his unique expertise in this advanced guide, using a clear, code-driven approach to explain the fundamental details of causal machine learning that are often hidden in academic texts. Everything you learn in this course can be easily and effectively applied to industry challenges, from building interpretable causal models to predicting counterfactual outcomes.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Building Causal Reinforcement Learning algorithms.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Perform causal inference using modern probabilistic machine learning tools such as PyTorch and Pyro.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Compare and contrast statistical and econometric methods for causal inference.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Tuning algorithms for attribution, credit assignment, and explanation.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Transforming domain expertise into explainable causal models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">End-to-end causal inference with DoWhy.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Deep Bayesian Causal Generative AI Models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">A code-oriented overview of Do-Calculus and Pearl\u2019s Causal Hierarchy.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Coding for Fine-Tuning Causal Large Language Models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Integrating causal assumptions into deep learning architectures, including reinforcement learning and large language models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Using PyTorch, Pyro, and other ML libraries to scale causal inference.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data Scientists.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Machine Learning Engineers.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course details for Causal AI, Video Edition<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/videos\/causal-ai-video\/9781633439917VE\/\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor: <\/span><a class=\"MuiTypography-root MuiTypography-inherit MuiLink-root MuiLink-underlineAlways css-pnl0bw\" href=\"https:\/\/downloadlynet.ir\/tag\/robert-ness\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Robert Ness<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 15 hours and 40 minutes<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course topics<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1013630 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Causal-AI-Video-Edition-1-scaled.png\" alt=\"Causal AI, Video Edition\" width=\"270\" height=\"2560\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1013631\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Causal-AI-Video-Edition-2-scaled.png\" alt=\"Causal AI, Video Edition\" width=\"270\" height=\"2375\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1013632 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Causal-AI-Video-Edition.png\" alt=\"Causal AI, Video Edition\" width=\"1228\" height=\"391\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-181097-1\"><video class=\"wp-video-shortcode\" id=\"video-181097-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Causal_AI_Video_Edition_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Causal_AI_Video_Edition_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Causal_AI_Video_Edition_Downloadly.ir.mp4?nocache=1786173621558\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Causal_AI_Video_Edition_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div dir=\"ltr\" style=\"text-align: left\">\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Subtitles: None<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 1080p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<h4 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Downloadly<\/span><\/h4>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Oreilly_Causal_AI_Video_Edition_2025-2.part1_Downloadly.ir.rar?nocache=1786173619\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Oreilly_Causal_AI_Video_Edition_2025-2.part2_Downloadly.ir.rar?nocache=1786173619\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Oreilly_Causal_AI_Video_Edition_2025-2.part3_Downloadly.ir.rar?nocache=1786173619\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 3 \u2013 176 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/2d865b0ad0881c9cb98dc21c2ad1e1ff\/Oreilly_Causal_AI_Video_Edition_2025-2.part1_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 1 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/00182e9f5b3dc43060dc461f7997a70d\/Oreilly_Causal_AI_Video_Edition_2025-2.part2_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/d84546a0e6c7e1badaa2be6acb68215b\/Oreilly_Causal_AI_Video_Edition_2025-2.part3_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 3 \u2013 176 MB<\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">2.1 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Causal AI, Video Edition. This course teaches how to build AI models that can reliably make causal inferences. Causal AI provides the insight needed<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[105012,105013,105014,105015,105016,105017],"class_list":["post-12762","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-causal-ai-video-edition","dgi_tag-download-causal-ai-video-edition","dgi_tag-download-course-causal-ai-video-edition","dgi_tag-free-causal-ai-video-edition","dgi_tag-free-download-causal-ai-video-edition","dgi_tag-robert-ness"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12762","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12762\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12762"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12762"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12762"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}